Informe de Perfilado - Dataset de Canciones

Brought to you by YData

Dataset statistics

Number of variables	16
Number of observations	114000
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	3215
Duplicate rows (%)	2.8%
Total size in memory	19.3 MiB
Average record size in memory	177.1 B

Variable types

Numeric	12
Boolean	1
Categorical	2
Text	1

Alerts

Dataset has 3215 (2.8%) duplicate rows	Duplicates
`acousticness` is highly overall correlated with `energy` and 1 other fields	High correlation
`energy` is highly overall correlated with `acousticness` and 1 other fields	High correlation
`loudness` is highly overall correlated with `acousticness` and 1 other fields	High correlation
`explicit` is highly imbalanced (57.9%)	Imbalance
`time_signature` is highly imbalanced (73.9%)	Imbalance
`popularity` has 16020 (14.1%) zeros	Zeros
`key` has 13061 (11.5%) zeros	Zeros
`instrumentalness` has 38763 (34.0%) zeros	Zeros

Reproduction

Analysis started	2025-05-12 10:01:24.787593
Analysis finished	2025-05-12 10:01:51.143468
Duration	26.36 seconds
Software version	ydata-profiling vv4.16.1
Download configuration	config.json

popularity
Real number (ℝ)

Zeros

Distinct	101
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	33.238535

Minimum	0
Maximum	100
Zeros	16020
Zeros (%)	14.1%
Negative	0
Negative (%)	0.0%
Memory size	890.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	17
median	35
Q3	50
95-th percentile	69
Maximum	100
Range	100
Interquartile range (IQR)	33

Descriptive statistics

Standard deviation	22.305078
Coefficient of variation (CV)	0.67106082
Kurtosis	-0.92775532
Mean	33.238535
Median Absolute Deviation (MAD)	16
Skewness	0.046402516
Sum	3789193
Variance	497.51653
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	16020	14.1%
22	2354	2.1%
21	2344	2.1%
44	2288	2.0%
1	2140	1.9%
23	2117	1.9%
20	2110	1.9%
43	2073	1.8%
45	2004	1.8%
41	1996	1.8%
Other values (91)	78554	68.9%

Value	Count	Frequency (%)
0	16020	14.1%
1	2140	1.9%
2	1036	0.9%
3	585	0.5%
4	389	0.3%
5	599	0.5%
6	426	0.4%
7	465	0.4%
8	544	0.5%
9	525	0.5%

Value	Count	Frequency (%)
100	2	< 0.1%
99	1	< 0.1%
98	7	< 0.1%
97	8	< 0.1%
96	7	< 0.1%
95	5	< 0.1%
94	7	< 0.1%
93	12	< 0.1%
92	9	< 0.1%
91	10	< 0.1%

duration_ms
Real number (ℝ)

Distinct	50697
Distinct (%)	44.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	228029.15

Minimum	0
Maximum	5237295
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	890.8 KiB

Quantile statistics

Minimum	0
5-th percentile	116920
Q1	174066
median	212906
Q3	261506
95-th percentile	387167.1
Maximum	5237295
Range	5237295
Interquartile range (IQR)	87440

Descriptive statistics

Standard deviation	107297.71
Coefficient of variation (CV)	0.47054384
Kurtosis	354.95242
Mean	228029.15
Median Absolute Deviation (MAD)	42760
Skewness	11.195181
Sum	2.5995323 × 10¹⁰
Variance	1.1512799 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
162897	146	0.1%
180000	104	0.1%
192000	91	0.1%
240000	84	0.1%
118840	76	0.1%
172342	75	0.1%
227520	71	0.1%
131733	70	0.1%
243057	66	0.1%
175986	63	0.1%
Other values (50687)	113154	99.3%

Value	Count	Frequency (%)
0	1	< 0.1%
8586	1	< 0.1%
13386	1	< 0.1%
15800	1	< 0.1%
17453	1	< 0.1%
17826	2	< 0.1%
21120	1	< 0.1%
21240	1	< 0.1%
22266	1	< 0.1%
23506	2	< 0.1%

Value	Count	Frequency (%)
5237295	1	< 0.1%
4789026	2	< 0.1%
4730302	1	< 0.1%
4563897	1	< 0.1%
4447520	1	< 0.1%
4339826	1	< 0.1%
4334721	1	< 0.1%
4246206	1	< 0.1%
4120258	1	< 0.1%
3876276	2	< 0.1%

explicit
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	111.5 KiB

False	104253
True	9747

Value	Count	Frequency (%)
False	104253	91.5%
True	9747	8.6%

danceability
Real number (ℝ)

Distinct	1174
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.56680007

Minimum	0
Maximum	0.985
Zeros	157
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	890.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.25
Q1	0.456
median	0.58
Q3	0.695
95-th percentile	0.824
Maximum	0.985
Range	0.985
Interquartile range (IQR)	0.239

Descriptive statistics

Standard deviation	0.17354217
Coefficient of variation (CV)	0.30617882
Kurtosis	-0.18450245
Mean	0.56680007
Median Absolute Deviation (MAD)	0.119
Skewness	-0.39949663
Sum	64615.208
Variance	0.030116886
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.647	431	0.4%
0.609	357	0.3%
0.579	347	0.3%
0.685	335	0.3%
0.602	334	0.3%
0.524	317	0.3%
0.689	315	0.3%
0.598	312	0.3%
0.607	307	0.3%
0.626	306	0.3%
Other values (1164)	110639	97.1%

Value	Count	Frequency (%)
0	157	0.1%
0.0513	1	< 0.1%
0.0532	1	< 0.1%
0.0545	1	< 0.1%
0.0548	1	< 0.1%
0.055	1	< 0.1%
0.0555	1	< 0.1%
0.0558	1	< 0.1%
0.0562	1	< 0.1%
0.0565	2	< 0.1%

Value	Count	Frequency (%)
0.985	1	< 0.1%
0.984	1	< 0.1%
0.983	1	< 0.1%
0.982	1	< 0.1%
0.981	2	< 0.1%
0.98	2	< 0.1%
0.979	2	< 0.1%
0.978	3	< 0.1%
0.977	1	< 0.1%
0.976	4	< 0.1%

energy
Real number (ℝ)

High correlation

Distinct	2083
Distinct (%)	1.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.64138276

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	890.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.154
Q1	0.472
median	0.685
Q3	0.854
95-th percentile	0.969
Maximum	1
Range	1
Interquartile range (IQR)	0.382

Descriptive statistics

Standard deviation	0.25152907
Coefficient of variation (CV)	0.39216687
Kurtosis	-0.52571082
Mean	0.64138276
Median Absolute Deviation (MAD)	0.186
Skewness	-0.59700142
Sum	73117.634
Variance	0.063266872
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.876	318	0.3%
0.937	269	0.2%
0.931	261	0.2%
0.801	258	0.2%
0.886	258	0.2%
0.858	254	0.2%
0.961	254	0.2%
0.948	254	0.2%
0.92	240	0.2%
0.981	238	0.2%
Other values (2073)	111396	97.7%

Value	Count	Frequency (%)
0	1	< 0.1%
1.95 × 10^-5	1	< 0.1%
2.01 × 10^-5	13	< 0.1%
2.02 × 10^-5	4	< 0.1%
2.03 × 10^-5	34	< 0.1%
2.82 × 10^-5	1	< 0.1%
3.05 × 10^-5	1	< 0.1%
3.61 × 10^-5	1	< 0.1%
4.28 × 10^-5	3	< 0.1%
5.9 × 10^-5	2	< 0.1%

Value	Count	Frequency (%)
1	28	< 0.1%
0.999	100	0.1%
0.998	149	0.1%
0.997	165	0.1%
0.996	159	0.1%
0.995	229	0.2%
0.994	173	0.2%
0.993	184	0.2%
0.992	161	0.1%
0.991	200	0.2%

key
Real number (ℝ)

Zeros

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.3091404

Minimum	0
Maximum	11
Zeros	13061
Zeros (%)	11.5%
Negative	0
Negative (%)	0.0%
Memory size	890.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	5
Q3	8
95-th percentile	11
Maximum	11
Range	11
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.5599871
Coefficient of variation (CV)	0.67053928
Kurtosis	-1.2765712
Mean	5.3091404
Median Absolute Deviation (MAD)	3
Skewness	-0.0085003605
Sum	605242
Variance	12.673508
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
7	13245	11.6%
0	13061	11.5%
2	11644	10.2%
9	11313	9.9%
1	10772	9.4%
5	9368	8.2%
11	9282	8.1%
4	9008	7.9%
6	7921	6.9%
10	7456	6.5%
Other values (2)	10930	9.6%

Value	Count	Frequency (%)
0	13061	11.5%
1	10772	9.4%
2	11644	10.2%
3	3570	3.1%
4	9008	7.9%
5	9368	8.2%
6	7921	6.9%
7	13245	11.6%
8	7360	6.5%
9	11313	9.9%

Value	Count	Frequency (%)
11	9282	8.1%
10	7456	6.5%
9	11313	9.9%
8	7360	6.5%
7	13245	11.6%
6	7921	6.9%
5	9368	8.2%
4	9008	7.9%
3	3570	3.1%
2	11644	10.2%

loudness
Real number (ℝ)

High correlation

Distinct	19480
Distinct (%)	17.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-8.2589604

Minimum	-49.531
Maximum	4.532
Zeros	0
Zeros (%)	0.0%
Negative	113910
Negative (%)	99.9%
Memory size	890.8 KiB

Quantile statistics

Minimum	-49.531
5-th percentile	-18.067
Q1	-10.013
median	-7.004
Q3	-5.003
95-th percentile	-2.974
Maximum	4.532
Range	54.063
Interquartile range (IQR)	5.01

Descriptive statistics

Standard deviation	5.0293366
Coefficient of variation (CV)	-0.60895517
Kurtosis	5.8962782
Mean	-8.2589604
Median Absolute Deviation (MAD)	2.343
Skewness	-2.0065419
Sum	-941521.48
Variance	25.294227
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-5.662	176	0.2%
-4.457	90	0.1%
-9.336	86	0.1%
-7.57	77	0.1%
-4.034	75	0.1%
-8.871	74	0.1%
-3.725	72	0.1%
-4.324	70	0.1%
-5.08	64	0.1%
-12.472	64	0.1%
Other values (19470)	113152	99.3%

Value	Count	Frequency (%)
-49.531	1	< 0.1%
-49.307	1	< 0.1%
-46.591	1	< 0.1%
-46.251	1	< 0.1%
-43.957	1	< 0.1%
-43.943	1	< 0.1%
-43.714	1	< 0.1%
-43.504	1	< 0.1%
-43.303	1	< 0.1%
-43.046	3	< 0.1%

Value	Count	Frequency (%)
4.532	1	< 0.1%
3.156	1	< 0.1%
2.574	1	< 0.1%
1.864	1	< 0.1%
1.821	1	< 0.1%
1.795	1	< 0.1%
1.7	1	< 0.1%
1.682	1	< 0.1%
1.673	1	< 0.1%
1.416	1	< 0.1%

mode
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	6.3 MiB

1	72681
0	41319

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	114000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	72681	63.8%
0	41319	36.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	72681	63.8%
0	41319	36.2%

Most occurring characters

Value	Count	Frequency (%)
1	72681	63.8%
0	41319	36.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	114000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	72681	63.8%
0	41319	36.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	114000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	72681	63.8%
0	41319	36.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	114000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	72681	63.8%
0	41319	36.2%

speechiness
Real number (ℝ)

Distinct	1489
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.084652112

Minimum	0
Maximum	0.965
Zeros	157
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	890.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.0282
Q1	0.0359
median	0.0489
Q3	0.0845
95-th percentile	0.268
Maximum	0.965
Range	0.965
Interquartile range (IQR)	0.0486

Descriptive statistics

Standard deviation	0.10573236
Coefficient of variation (CV)	1.2490222
Kurtosis	28.824377
Mean	0.084652112
Median Absolute Deviation (MAD)	0.0165
Skewness	4.647516
Sum	9650.3408
Variance	0.011179333
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0323	400	0.4%
0.0324	376	0.3%
0.0322	373	0.3%
0.0328	363	0.3%
0.0295	358	0.3%
0.0321	352	0.3%
0.033	347	0.3%
0.0367	346	0.3%
0.0326	340	0.3%
0.0363	332	0.3%
Other values (1479)	110413	96.9%

Value	Count	Frequency (%)
0	157	0.1%
0.0221	3	< 0.1%
0.0222	1	< 0.1%
0.0223	3	< 0.1%
0.0225	2	< 0.1%
0.0226	2	< 0.1%
0.0227	3	< 0.1%
0.0228	5	< 0.1%
0.0229	1	< 0.1%
0.023	9	< 0.1%

Value	Count	Frequency (%)
0.965	1	< 0.1%
0.963	2	< 0.1%
0.962	6	< 0.1%
0.961	2	< 0.1%
0.96	3	< 0.1%
0.959	6	< 0.1%
0.958	6	< 0.1%
0.957	8	< 0.1%
0.956	7	< 0.1%
0.955	11	< 0.1%

acousticness
Real number (ℝ)

High correlation

Distinct	5061
Distinct (%)	4.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.31491006

Minimum	0
Maximum	0.996
Zeros	39
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	890.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.000145
Q1	0.0169
median	0.169
Q3	0.598
95-th percentile	0.948
Maximum	0.996
Range	0.996
Interquartile range (IQR)	0.5811

Descriptive statistics

Standard deviation	0.3325227
Coefficient of variation (CV)	1.0559291
Kurtosis	-0.94993129
Mean	0.31491006
Median Absolute Deviation (MAD)	0.1675
Skewness	0.72729486
Sum	35899.747
Variance	0.11057135
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.995	305	0.3%
0.993	267	0.2%
0.994	266	0.2%
0.992	250	0.2%
0.991	218	0.2%
0.131	206	0.2%
0.881	204	0.2%
0.108	195	0.2%
0.107	190	0.2%
0.99	189	0.2%
Other values (5051)	111710	98.0%

Value	Count	Frequency (%)
0	39	< 0.1%
1 × 10^-6	1	< 0.1%
1.01 × 10^-6	4	< 0.1%
1.02 × 10^-6	1	< 0.1%
1.03 × 10^-6	2	< 0.1%
1.04 × 10^-6	4	< 0.1%
1.06 × 10^-6	5	< 0.1%
1.07 × 10^-6	4	< 0.1%
1.08 × 10^-6	2	< 0.1%
1.09 × 10^-6	1	< 0.1%

Value	Count	Frequency (%)
0.996	103	0.1%
0.995	305	0.3%
0.994	266	0.2%
0.993	267	0.2%
0.992	250	0.2%
0.991	218	0.2%
0.99	189	0.2%
0.989	177	0.2%
0.988	150	0.1%
0.987	158	0.1%

instrumentalness
Real number (ℝ)

Zeros

Distinct	5346
Distinct (%)	4.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.15604959

Minimum	0
Maximum	1
Zeros	38763
Zeros (%)	34.0%
Negative	0
Negative (%)	0.0%
Memory size	890.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	4.16 × 10^-5
Q3	0.049
95-th percentile	0.904
Maximum	1
Range	1
Interquartile range (IQR)	0.049

Descriptive statistics

Standard deviation	0.30955485
Coefficient of variation (CV)	1.9836954
Kurtosis	1.2707471
Mean	0.15604959
Median Absolute Deviation (MAD)	4.16 × 10^-5
Skewness	1.7344062
Sum	17789.653
Variance	0.095824204
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	38763	34.0%
3.59 × 10^-5	166	0.1%
0.905	122	0.1%
0.895	122	0.1%
0.934	121	0.1%
0.922	118	0.1%
0.000141	115	0.1%
0.911	115	0.1%
0.913	114	0.1%
0.9	114	0.1%
Other values (5336)	74130	65.0%

Value	Count	Frequency (%)
0	38763	34.0%
1 × 10^-6	32	< 0.1%
1.01 × 10^-6	46	< 0.1%
1.02 × 10^-6	36	< 0.1%
1.03 × 10^-6	34	< 0.1%
1.04 × 10^-6	50	< 0.1%
1.05 × 10^-6	39	< 0.1%
1.06 × 10^-6	49	< 0.1%
1.07 × 10^-6	56	< 0.1%
1.08 × 10^-6	47	< 0.1%

Value	Count	Frequency (%)
1	13	< 0.1%
0.999	22	< 0.1%
0.998	6	< 0.1%
0.997	11	< 0.1%
0.996	4	< 0.1%
0.995	15	< 0.1%
0.994	4	< 0.1%
0.993	9	< 0.1%
0.992	11	< 0.1%
0.991	12	< 0.1%

liveness
Real number (ℝ)

Distinct	1722
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.21355284

Minimum	0
Maximum	1
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	890.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.0606
Q1	0.098
median	0.132
Q3	0.273
95-th percentile	0.681
Maximum	1
Range	1
Interquartile range (IQR)	0.175

Descriptive statistics

Standard deviation	0.1903777
Coefficient of variation (CV)	0.89147821
Kurtosis	4.3782683
Mean	0.21355284
Median Absolute Deviation (MAD)	0.051
Skewness	2.1057381
Sum	24345.023
Variance	0.036243668
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.108	1353	1.2%
0.111	1318	1.2%
0.109	1198	1.1%
0.11	1179	1.0%
0.105	1114	1.0%
0.107	1102	1.0%
0.103	1094	1.0%
0.106	1064	0.9%
0.112	1063	0.9%
0.113	1008	0.9%
Other values (1712)	102507	89.9%

Value	Count	Frequency (%)
0	2	< 0.1%
0.00925	1	< 0.1%
0.00986	1	< 0.1%
0.0112	1	< 0.1%
0.0114	1	< 0.1%
0.0116	1	< 0.1%
0.0118	1	< 0.1%
0.0133	1	< 0.1%
0.0136	1	< 0.1%
0.0137	1	< 0.1%

Value	Count	Frequency (%)
1	2	< 0.1%
0.997	1	< 0.1%
0.995	1	< 0.1%
0.994	3	< 0.1%
0.993	2	< 0.1%
0.992	9	< 0.1%
0.991	4	< 0.1%
0.99	11	< 0.1%
0.989	17	< 0.1%
0.988	17	< 0.1%

valence
Real number (ℝ)

Distinct	1790
Distinct (%)	1.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.47406823

Minimum	0
Maximum	0.995
Zeros	176
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	890.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.0708
Q1	0.26
median	0.464
Q3	0.683
95-th percentile	0.911
Maximum	0.995
Range	0.995
Interquartile range (IQR)	0.423

Descriptive statistics

Standard deviation	0.25926106
Coefficient of variation (CV)	0.54688555
Kurtosis	-1.0274297
Mean	0.47406823
Median Absolute Deviation (MAD)	0.212
Skewness	0.11507804
Sum	54043.778
Variance	0.0672163
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.961	300	0.3%
0.304	248	0.2%
0.717	233	0.2%
0.962	230	0.2%
0.324	225	0.2%
0.963	216	0.2%
0.55	210	0.2%
0.365	205	0.2%
0.949	204	0.2%
0.202	201	0.2%
Other values (1780)	111728	98.0%

Value	Count	Frequency (%)
0	176	0.2%
1 × 10^-5	129	0.1%
0.000322	1	< 0.1%
0.000378	1	< 0.1%
0.000667	1	< 0.1%
0.000673	1	< 0.1%
0.000755	1	< 0.1%
0.000781	1	< 0.1%
0.00084	1	< 0.1%
0.000885	1	< 0.1%

Value	Count	Frequency (%)
0.995	1	< 0.1%
0.994	1	< 0.1%
0.993	3	< 0.1%
0.992	4	< 0.1%
0.991	3	< 0.1%
0.99	1	< 0.1%
0.989	1	< 0.1%
0.988	4	< 0.1%
0.987	2	< 0.1%
0.986	1	< 0.1%

tempo
Real number (ℝ)

Distinct	45653
Distinct (%)	40.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	122.14784

Minimum	0
Maximum	243.372
Zeros	157
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	890.8 KiB

Quantile statistics

Minimum	0
5-th percentile	77.3469
Q1	99.21875
median	122.017
Q3	140.071
95-th percentile	175.06715
Maximum	243.372
Range	243.372
Interquartile range (IQR)	40.85225

Descriptive statistics

Standard deviation	29.978197
Coefficient of variation (CV)	0.24542552
Kurtosis	-0.10858061
Mean	122.14784
Median Absolute Deviation (MAD)	21.7025
Skewness	0.23229486
Sum	13924853
Variance	898.69229
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	157	0.1%
151.925	146	0.1%
95.004	95	0.1%
130.594	76	0.1%
87.925	76	0.1%
92.988	70	0.1%
125.004	70	0.1%
76.783	69	0.1%
77.321	67	0.1%
90.04	63	0.1%
Other values (45643)	113111	99.2%

Value	Count	Frequency (%)
0	157	0.1%
30.2	1	< 0.1%
30.322	1	< 0.1%
31.834	1	< 0.1%
34.262	1	< 0.1%
34.821	1	< 0.1%
35.392	1	< 0.1%
35.79	1	< 0.1%
35.862	1	< 0.1%
35.928	1	< 0.1%

Value	Count	Frequency (%)
243.372	1	< 0.1%
222.605	1	< 0.1%
220.525	1	< 0.1%
220.084	1	< 0.1%
220.081	3	< 0.1%
220.039	1	< 0.1%
219.971	1	< 0.1%
219.693	1	< 0.1%
219.571	1	< 0.1%
218.879	1	< 0.1%

time_signature
Categorical

Imbalance

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	6.3 MiB

4	101843
3	9195
5	1826
1	973
0	163

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	114000
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	4
2nd row	4
3rd row	4
4th row	3
5th row	4

Common Values

Value	Count	Frequency (%)
4	101843	89.3%
3	9195	8.1%
5	1826	1.6%
1	973	0.9%
0	163	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
4	101843	89.3%
3	9195	8.1%
5	1826	1.6%
1	973	0.9%
0	163	0.1%

Most occurring characters

Value	Count	Frequency (%)
4	101843	89.3%
3	9195	8.1%
5	1826	1.6%
1	973	0.9%
0	163	0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	114000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
4	101843	89.3%
3	9195	8.1%
5	1826	1.6%
1	973	0.9%
0	163	0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	114000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
4	101843	89.3%
3	9195	8.1%
5	1826	1.6%
1	973	0.9%
0	163	0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	114000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
4	101843	89.3%
3	9195	8.1%
5	1826	1.6%
1	973	0.9%
0	163	0.1%

track_genre
Text

Distinct	114
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.0 MiB

Length

Max length	17
Median length	11
Mean length	7.0701754
Min length	3

Characters and Unicode

Total characters	806000
Distinct characters	25
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	acoustic
2nd row	acoustic
3rd row	acoustic
4th row	acoustic
5th row	acoustic

Value	Count	Frequency (%)
acoustic	1000	0.9%
afrobeat	1000	0.9%
alt-rock	1000	0.9%
alternative	1000	0.9%
ambient	1000	0.9%
anime	1000	0.9%
black-metal	1000	0.9%
bluegrass	1000	0.9%
blues	1000	0.9%
brazil	1000	0.9%
Other values (104)	104000	91.2%

Most occurring characters

Value	Count	Frequency (%)
e	73000	9.1%
a	68000	8.4%
o	67000	8.3%
r	57000	7.1%
n	50000	6.2%
i	47000	5.8%
s	44000	5.5%
t	43000	5.3%
c	39000	4.8%
l	39000	4.8%
Other values (15)	279000	34.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	806000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	73000	9.1%
a	68000	8.4%
o	67000	8.3%
r	57000	7.1%
n	50000	6.2%
i	47000	5.8%
s	44000	5.5%
t	43000	5.3%
c	39000	4.8%
l	39000	4.8%
Other values (15)	279000	34.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	806000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	73000	9.1%
a	68000	8.4%
o	67000	8.3%
r	57000	7.1%
n	50000	6.2%
i	47000	5.8%
s	44000	5.5%
t	43000	5.3%
c	39000	4.8%
l	39000	4.8%
Other values (15)	279000	34.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	806000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	73000	9.1%
a	68000	8.4%
o	67000	8.3%
r	57000	7.1%
n	50000	6.2%
i	47000	5.8%
s	44000	5.5%
t	43000	5.3%
c	39000	4.8%
l	39000	4.8%
Other values (15)	279000	34.6%

	acousticness	danceability	duration_ms	energy	explicit	instrumentalness	key	liveness	loudness	mode	popularity	speechiness	tempo	time_signature	valence
acousticness	1.000	-0.039	-0.170	-0.708	0.102	-0.096	-0.038	-0.042	-0.534	0.100	0.008	-0.214	-0.217	0.141	-0.021
danceability	-0.039	1.000	-0.098	0.039	0.154	-0.144	0.035	-0.145	0.112	0.085	0.027	0.159	-0.071	0.279	0.462
duration_ms	-0.170	-0.098	1.000	0.104	0.011	0.127	0.014	-0.040	0.022	0.004	0.028	-0.129	0.050	0.036	-0.178
energy	-0.708	0.039	0.104	1.000	0.116	-0.035	0.045	0.177	0.750	0.087	-0.024	0.355	0.241	0.161	0.208
explicit	0.102	0.154	0.011	0.116	1.000	0.104	0.040	0.042	0.108	0.037	0.089	0.306	0.040	0.060	0.069
instrumentalness	-0.096	-0.144	0.127	-0.035	0.104	1.000	0.005	-0.099	-0.289	0.059	-0.078	-0.049	-0.005	0.067	-0.320
key	-0.038	0.035	0.014	0.045	0.040	0.005	1.000	-0.004	0.032	0.247	-0.003	0.044	0.012	0.021	0.033
liveness	-0.042	-0.145	-0.040	0.177	0.042	-0.099	-0.004	1.000	0.111	0.029	-0.008	0.092	0.019	0.040	0.013
loudness	-0.534	0.112	0.022	0.750	0.108	-0.289	0.032	0.111	1.000	0.045	0.035	0.232	0.194	0.152	0.221
mode	0.100	0.085	0.004	0.087	0.037	0.059	0.247	0.029	0.045	1.000	0.037	0.067	0.026	0.028	0.033
popularity	0.008	0.027	0.028	-0.024	0.089	-0.078	-0.003	-0.008	0.035	0.037	1.000	-0.068	0.017	0.046	-0.042
speechiness	-0.214	0.159	-0.129	0.355	0.306	-0.049	0.044	0.092	0.232	0.067	-0.068	1.000	0.115	0.085	0.092
tempo	-0.217	-0.071	0.050	0.241	0.040	-0.005	0.012	0.019	0.194	0.026	0.017	0.115	1.000	0.496	0.063
time_signature	0.141	0.279	0.036	0.161	0.060	0.067	0.021	0.040	0.152	0.028	0.046	0.085	0.496	1.000	0.111
valence	-0.021	0.462	-0.178	0.208	0.069	-0.320	0.033	0.013	0.221	0.033	-0.042	0.092	0.063	0.111	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

	popularity	duration_ms	explicit	danceability	energy	key	loudness	mode	speechiness	acousticness	instrumentalness	liveness	valence	tempo	time_signature	track_genre
0	73	230666	False	0.676	0.4610	1	-6.746	0	0.1430	0.0322	0.000001	0.3580	0.7150	87.917	4	acoustic
1	55	149610	False	0.420	0.1660	1	-17.235	1	0.0763	0.9240	0.000006	0.1010	0.2670	77.489	4	acoustic
2	57	210826	False	0.438	0.3590	0	-9.734	1	0.0557	0.2100	0.000000	0.1170	0.1200	76.332	4	acoustic
3	71	201933	False	0.266	0.0596	0	-18.515	1	0.0363	0.9050	0.000071	0.1320	0.1430	181.740	3	acoustic
4	82	198853	False	0.618	0.4430	2	-9.681	1	0.0526	0.4690	0.000000	0.0829	0.1670	119.949	4	acoustic
5	58	214240	False	0.688	0.4810	6	-8.807	1	0.1050	0.2890	0.000000	0.1890	0.6660	98.017	4	acoustic
6	74	229400	False	0.407	0.1470	2	-8.822	1	0.0355	0.8570	0.000003	0.0913	0.0765	141.284	3	acoustic
7	80	242946	False	0.703	0.4440	11	-9.331	1	0.0417	0.5590	0.000000	0.0973	0.7120	150.960	4	acoustic
8	74	189613	False	0.625	0.4140	0	-8.700	1	0.0369	0.2940	0.000000	0.1510	0.6690	130.088	4	acoustic
9	56	205594	False	0.442	0.6320	1	-6.770	1	0.0295	0.4260	0.004190	0.0735	0.1960	78.899	4	acoustic

	popularity	duration_ms	explicit	danceability	energy	key	loudness	mode	speechiness	acousticness	instrumentalness	liveness	valence	tempo	time_signature	track_genre
113990	22	369049	False	0.579	0.245	4	-16.357	1	0.0384	0.97000	0.924000	0.1010	0.3020	112.011	3	world-music
113991	32	250629	False	0.387	0.531	8	-4.788	1	0.0290	0.00305	0.000000	0.2010	0.1530	146.003	4	world-music
113992	38	312566	False	0.475	0.860	10	-4.722	1	0.0421	0.00650	0.000002	0.2460	0.4270	113.949	4	world-music
113993	39	256026	False	0.505	0.687	10	-4.375	1	0.0287	0.08410	0.000000	0.1880	0.3820	104.083	3	world-music
113994	22	305454	False	0.331	0.171	1	-15.668	1	0.0350	0.92000	0.022900	0.0679	0.3270	132.147	3	world-music
113995	21	384999	False	0.172	0.235	5	-16.393	1	0.0422	0.64000	0.928000	0.0863	0.0339	125.995	5	world-music
113996	22	385000	False	0.174	0.117	0	-18.318	0	0.0401	0.99400	0.976000	0.1050	0.0350	85.239	4	world-music
113997	22	271466	False	0.629	0.329	0	-10.895	0	0.0420	0.86700	0.000000	0.0839	0.7430	132.378	4	world-music
113998	41	283893	False	0.587	0.506	7	-10.889	1	0.0297	0.38100	0.000000	0.2700	0.4130	135.960	4	world-music
113999	22	241826	False	0.526	0.487	1	-10.204	0	0.0725	0.68100	0.000000	0.0893	0.7080	79.198	4	world-music

Most frequently occurring

	duration_ms	explicit	danceability	energy	key	loudness	mode	speechiness	acousticness	instrumentalness	liveness	valence	tempo	time_signature	track_genre	# duplicates
66	118840	False	0.602	0.553	11	-9.336	1	0.0328	0.108	0.000000	0.0512	0.971	130.594	4	psych-rock	40
82	123453	False	0.631	0.569	5	-5.956	0	0.0438	0.728	0.000000	0.2700	0.874	71.078	4	rockabilly	40
451	162897	False	0.647	0.876	10	-5.662	1	0.1850	0.881	0.000036	0.2600	0.949	151.925	4	blues	36
67	118840	False	0.602	0.553	11	-9.336	1	0.0328	0.108	0.000000	0.0512	0.971	130.594	4	rock	35
452	162897	False	0.647	0.876	10	-5.662	1	0.1850	0.881	0.000036	0.2600	0.949	151.925	4	r-n-b	35
453	162897	False	0.647	0.876	10	-5.662	1	0.1850	0.881	0.000036	0.2600	0.949	151.925	4	rock-n-roll	35
454	162897	False	0.647	0.876	10	-5.662	1	0.1850	0.881	0.000036	0.2600	0.949	151.925	4	rockabilly	35
129	131733	False	0.579	0.502	8	-7.570	1	0.0513	0.733	0.000000	0.2810	0.836	76.783	4	blues	33
130	131733	False	0.579	0.502	8	-7.570	1	0.0513	0.733	0.000000	0.2810	0.836	76.783	4	jazz	32
719	175986	False	0.593	0.287	1	-12.472	1	0.0469	0.764	0.000000	0.1530	0.639	77.117	4	blues	29

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring